A central goal of evolutionary biology is to uncover the genetic basis of adaptation and speciation, including the number, effect size, mode of action, arrangement and interactions of loci involved (reviewed in Dittmar et al., 2016;Orr, 2005). Fisher (1930) and Kimura (1983) proposed that pleiotropy or the combined effects of pleiotropy and drift would limit adaptation to fixing mutations of small or moderate effect, respectively. Yet it is now recognized that many other factors can influence the genetic basis of adaptation, including the distance a population is from an adaptive optimum, whether the optimum is fixed, the mating system, the types of mutations involved and whether divergently selected populations experience gene flow